Skip to main content
Top
Published in: BMC Cancer 1/2024

Open Access 01-12-2024 | Hepatocellular Carcinoma | Research

Construction of a prognostic model for hepatocellular carcinoma patients receiving transarterial chemoembolization treatment based on the Tumor Burden Score

Authors: Jiawei Lin, Jie Li, Yifan Kong, Junhui Yang, Yunjie Zhang, Guoqing Zhu, Zhijie Yu, Jinglin Xia

Published in: BMC Cancer | Issue 1/2024

Login to get access

Abstract

Background

Patients with hepatocellular carcinoma (HCC) who undergo transarterial chemoembolization (TACE) may have varied outcomes based on their liver function and tumor burden diversity. This study aims to assess the prognostic significance of the tumor burden score (TBS) in these patients and develop a prognostic model for their overall survival.

Methods

The study involved a retrospective analysis of 644 newly diagnosed HCC patients undergoing TACE treatment. The individuals were assigned randomly to a training cohort (n = 452) and a validation cohort (n = 192). We utilized a multivariate Cox proportional risk model to identify independent preoperative predictive factors. We then evaluated model performance using the area under the curve (AUC), consistency index (c-index), calibration curve, and decision curve analysis (DCA) methods.

Results

The multivariate analysis revealed four prognostic factors associated with overall survival: Tumor Burden Score, Tumor Extent, Types of portal vein invasion (PVI), and Child-Pugh score. The total score was calculated based on these factors. The model demonstrated strong discriminative ability with high AUC values and c-index, providing high net clinical benefits for patients. Based on the model’s scoring results, patients were categorized into high, medium, and low-risk groups. These results were validated in the validation cohort.

Conclusions

The tumor burden score shows promise as a viable alternative prognostic indicator for assessing tumor burden in cases of HCC. The new prognostic model can place patients in one of three groups, which will estimate their individual outcomes. For high-risk patients, it is suggested to consider alternative treatment options or provide the best supportive care, as they may not benefit significantly from TACE treatment.
Appendix
Available only for authorised users
Literature
1.
go back to reference Sung H, Ferlay J, Siegel RL, Laversanne M, Soerjomataram I, Jemal A, Bray F. Global Cancer statistics 2020: GLOBOCAN estimates of incidence and Mortality Worldwide for 36 cancers in 185 countries. Cancer J Clin. 2021;71(3):209–49.CrossRef Sung H, Ferlay J, Siegel RL, Laversanne M, Soerjomataram I, Jemal A, Bray F. Global Cancer statistics 2020: GLOBOCAN estimates of incidence and Mortality Worldwide for 36 cancers in 185 countries. Cancer J Clin. 2021;71(3):209–49.CrossRef
2.
go back to reference Chen W, Zheng R, Baade PD, Zhang S, Zeng H, Bray F, Jemal A, Yu XQ, He J. Cancer statistics in China, 2015. Cancer J Clin. 2016;66(2):115–32.CrossRef Chen W, Zheng R, Baade PD, Zhang S, Zeng H, Bray F, Jemal A, Yu XQ, He J. Cancer statistics in China, 2015. Cancer J Clin. 2016;66(2):115–32.CrossRef
3.
go back to reference Lu J, Zhao M, Arai Y, Zhong BY, Zhu HD, Qi XL, de Baere T, Pua U, Yoon HK, Madoff DC, et al. Clinical practice of transarterial chemoembolization for hepatocellular carcinoma: consensus statement from an international expert panel of International Society of Multidisciplinary Interventional Oncology (ISMIO). Hepatobiliary Surg Nutr. 2021;10(5):661–71.CrossRefPubMedPubMedCentral Lu J, Zhao M, Arai Y, Zhong BY, Zhu HD, Qi XL, de Baere T, Pua U, Yoon HK, Madoff DC, et al. Clinical practice of transarterial chemoembolization for hepatocellular carcinoma: consensus statement from an international expert panel of International Society of Multidisciplinary Interventional Oncology (ISMIO). Hepatobiliary Surg Nutr. 2021;10(5):661–71.CrossRefPubMedPubMedCentral
4.
go back to reference Reig M, Forner A, Rimola J, Ferrer-Fàbrega J, Burrel M, Garcia-Criado Á, Kelley RK, Galle PR, Mazzaferro V, Salem R, et al. BCLC strategy for prognosis prediction and treatment recommendation: the 2022 update. J Hepatol. 2022;76(3):681–93.CrossRefPubMed Reig M, Forner A, Rimola J, Ferrer-Fàbrega J, Burrel M, Garcia-Criado Á, Kelley RK, Galle PR, Mazzaferro V, Salem R, et al. BCLC strategy for prognosis prediction and treatment recommendation: the 2022 update. J Hepatol. 2022;76(3):681–93.CrossRefPubMed
5.
go back to reference Wang Q, Xia D, Bai W, Wang E, Sun J, Huang M, Mu W, Yin G, Li H, Zhao H, et al. Development of a prognostic score for recommended TACE candidates with hepatocellular carcinoma: a multicentre observational study. J Hepatol. 2019;70(5):893–903.CrossRefPubMed Wang Q, Xia D, Bai W, Wang E, Sun J, Huang M, Mu W, Yin G, Li H, Zhao H, et al. Development of a prognostic score for recommended TACE candidates with hepatocellular carcinoma: a multicentre observational study. J Hepatol. 2019;70(5):893–903.CrossRefPubMed
6.
go back to reference Xu L, Peng ZW, Chen MS, Shi M, Zhang YJ, Guo RP, Lin XJ, Lau WY. Prognostic nomogram for patients with unresectable hepatocellular carcinoma after transcatheter arterial chemoembolization. J Hepatol. 2015;63(1):122–30.CrossRefPubMed Xu L, Peng ZW, Chen MS, Shi M, Zhang YJ, Guo RP, Lin XJ, Lau WY. Prognostic nomogram for patients with unresectable hepatocellular carcinoma after transcatheter arterial chemoembolization. J Hepatol. 2015;63(1):122–30.CrossRefPubMed
7.
go back to reference Bargellini I, Sacco R, Bozzi E, Bertini M, Ginanni B, Romano A, Cicorelli A, Tumino E, Federici G, Cioni R, et al. Transarterial chemoembolization in very early and early-stage hepatocellular carcinoma patients excluded from curative treatment: a prospective cohort study. Eur J Radiol. 2012;81(6):1173–8.CrossRefPubMed Bargellini I, Sacco R, Bozzi E, Bertini M, Ginanni B, Romano A, Cicorelli A, Tumino E, Federici G, Cioni R, et al. Transarterial chemoembolization in very early and early-stage hepatocellular carcinoma patients excluded from curative treatment: a prospective cohort study. Eur J Radiol. 2012;81(6):1173–8.CrossRefPubMed
8.
go back to reference Chang Y, Jeong SW, Young Jang J, Jae Kim Y. Recent Updates of Transarterial Chemoembolilzation in Hepatocellular Carcinoma. International journal of molecular sciences 2020, 21(21). Chang Y, Jeong SW, Young Jang J, Jae Kim Y. Recent Updates of Transarterial Chemoembolilzation in Hepatocellular Carcinoma. International journal of molecular sciences 2020, 21(21).
9.
go back to reference Mao S, Shan Y, Yu X, Huang J, Fang J, Wang M, Fan R, Wu S, Lu C. A new prognostic model predicting hepatocellular carcinoma early recurrence in patients with microvascular invasion who received postoperative adjuvant transcatheter arterial chemoembolization. Eur J Surg Oncology: J Eur Soc Surg Oncol Br Association Surg Oncol. 2023;49(1):129–36.CrossRef Mao S, Shan Y, Yu X, Huang J, Fang J, Wang M, Fan R, Wu S, Lu C. A new prognostic model predicting hepatocellular carcinoma early recurrence in patients with microvascular invasion who received postoperative adjuvant transcatheter arterial chemoembolization. Eur J Surg Oncology: J Eur Soc Surg Oncol Br Association Surg Oncol. 2023;49(1):129–36.CrossRef
10.
go back to reference Li J, Li C, Zhu G, Yang J, Zhang Y, Yu Z, Xia J. A novel nomogram to predict survival of patients with hepatocellular carcinoma after transarterial chemoembolization: a tool for retreatment decision making. Annals Translational Med. 2023;11(2):68.CrossRef Li J, Li C, Zhu G, Yang J, Zhang Y, Yu Z, Xia J. A novel nomogram to predict survival of patients with hepatocellular carcinoma after transarterial chemoembolization: a tool for retreatment decision making. Annals Translational Med. 2023;11(2):68.CrossRef
11.
go back to reference Müller L, Stoehr F, Mähringer-Kunz A, Hahn F, Weinmann A, Kloeckner R. Current strategies to identify patients that will benefit from TACE treatment and future directions a practical step-by-step guide. J Hepatocellular Carcinoma. 2021;8:403–19.CrossRef Müller L, Stoehr F, Mähringer-Kunz A, Hahn F, Weinmann A, Kloeckner R. Current strategies to identify patients that will benefit from TACE treatment and future directions a practical step-by-step guide. J Hepatocellular Carcinoma. 2021;8:403–19.CrossRef
12.
go back to reference Kadalayil L, Benini R, Pallan L, O’Beirne J, Marelli L, Yu D, Hackshaw A, Fox R, Johnson P, Burroughs AK, et al. A simple prognostic scoring system for patients receiving transarterial embolisation for hepatocellular cancer. Annals Oncology: Official J Eur Soc Med Oncol. 2013;24(10):2565–70.CrossRef Kadalayil L, Benini R, Pallan L, O’Beirne J, Marelli L, Yu D, Hackshaw A, Fox R, Johnson P, Burroughs AK, et al. A simple prognostic scoring system for patients receiving transarterial embolisation for hepatocellular cancer. Annals Oncology: Official J Eur Soc Med Oncol. 2013;24(10):2565–70.CrossRef
13.
go back to reference Pinato DJ, Arizumi T, Allara E, Jang JW, Smirne C, Kim YW, Kudo M, Pirisi M, Sharma R. Validation of the hepatoma arterial embolization prognostic score in European and Asian populations and proposed modification. Clin Gastroenterol Hepatology: Official Clin Pract J Am Gastroenterological Association. 2015;13(6):1204–1208e1202.CrossRef Pinato DJ, Arizumi T, Allara E, Jang JW, Smirne C, Kim YW, Kudo M, Pirisi M, Sharma R. Validation of the hepatoma arterial embolization prognostic score in European and Asian populations and proposed modification. Clin Gastroenterol Hepatology: Official Clin Pract J Am Gastroenterological Association. 2015;13(6):1204–1208e1202.CrossRef
14.
go back to reference Park Y, Kim SU, Kim BK, Park JY, Kim DY, Ahn SH, Park YE, Park JH, Lee YI, Yun HR, et al. Addition of tumor multiplicity improves the prognostic performance of the hepatoma arterial-embolization prognostic score. Liver International: Official J Int Association Study Liver. 2016;36(1):100–7.CrossRef Park Y, Kim SU, Kim BK, Park JY, Kim DY, Ahn SH, Park YE, Park JH, Lee YI, Yun HR, et al. Addition of tumor multiplicity improves the prognostic performance of the hepatoma arterial-embolization prognostic score. Liver International: Official J Int Association Study Liver. 2016;36(1):100–7.CrossRef
15.
go back to reference Cappelli A, Cucchetti A, Cabibbo G, Mosconi C, Maida M, Attardo S, Pettinari I, Pinna AD, Golfieri R. Refining prognosis after trans-arterial chemo-embolization for hepatocellular carcinoma. Liver International: Official J Int Association Study Liver. 2016;36(5):729–36.CrossRef Cappelli A, Cucchetti A, Cabibbo G, Mosconi C, Maida M, Attardo S, Pettinari I, Pinna AD, Golfieri R. Refining prognosis after trans-arterial chemo-embolization for hepatocellular carcinoma. Liver International: Official J Int Association Study Liver. 2016;36(5):729–36.CrossRef
16.
go back to reference Han G, Berhane S, Toyoda H, Bettinger D, Elshaarawy O, Chan AWH, Kirstein M, Mosconi C, Hucke F, Palmer D, et al. Prediction of Survival among patients receiving Transarterial Chemoembolization for Hepatocellular Carcinoma: a response-based Approach. Hepatology (Baltimore MD). 2020;72(1):198–212.CrossRefPubMedPubMedCentral Han G, Berhane S, Toyoda H, Bettinger D, Elshaarawy O, Chan AWH, Kirstein M, Mosconi C, Hucke F, Palmer D, et al. Prediction of Survival among patients receiving Transarterial Chemoembolization for Hepatocellular Carcinoma: a response-based Approach. Hepatology (Baltimore MD). 2020;72(1):198–212.CrossRefPubMedPubMedCentral
17.
go back to reference Kim DS, Kim BK, Lee JS, Lee HW, Park JY, Kim DY, Ahn SH, Kim SU. Validation of Pre-/Post-TACE-Predict models among patients with Hepatocellular Carcinoma receiving Transarterial Chemoembolization. Cancers 2021, 14(1). Kim DS, Kim BK, Lee JS, Lee HW, Park JY, Kim DY, Ahn SH, Kim SU. Validation of Pre-/Post-TACE-Predict models among patients with Hepatocellular Carcinoma receiving Transarterial Chemoembolization. Cancers 2021, 14(1).
18.
go back to reference Bourlière M, Pénaranda G, Adhoute X, Bronowicki JP. The six-and-twelve score for TACE treatment: does it really help us? J Hepatol. 2019;71(5):1051–2.CrossRefPubMed Bourlière M, Pénaranda G, Adhoute X, Bronowicki JP. The six-and-twelve score for TACE treatment: does it really help us? J Hepatol. 2019;71(5):1051–2.CrossRefPubMed
19.
go back to reference Bannangkoon K, Hongsakul K, Tubtawee T. Validation of the ALBI-TAE model and comparison of seven scoring systems for predicting survival outcome in patients with intermediate-stage hepatocellular carcinoma undergoing chemoembolization. Cancer Imaging: Official Publication Int Cancer Imaging Soc. 2023;23(1):51.CrossRef Bannangkoon K, Hongsakul K, Tubtawee T. Validation of the ALBI-TAE model and comparison of seven scoring systems for predicting survival outcome in patients with intermediate-stage hepatocellular carcinoma undergoing chemoembolization. Cancer Imaging: Official Publication Int Cancer Imaging Soc. 2023;23(1):51.CrossRef
20.
go back to reference Sasaki K, Morioka D, Conci S, Margonis GA, Sawada Y, Ruzzenente A, Kumamoto T, Iacono C, Andreatos N, Guglielmi A, et al. The Tumor Burden score: a New Metro-ticket Prognostic Tool for Colorectal Liver metastases based on Tumor size and number of tumors. Ann Surg. 2018;267(1):132–41.CrossRefPubMed Sasaki K, Morioka D, Conci S, Margonis GA, Sawada Y, Ruzzenente A, Kumamoto T, Iacono C, Andreatos N, Guglielmi A, et al. The Tumor Burden score: a New Metro-ticket Prognostic Tool for Colorectal Liver metastases based on Tumor size and number of tumors. Ann Surg. 2018;267(1):132–41.CrossRefPubMed
21.
go back to reference Ho SY, Liu PH, Hsu CY, Ko CC, Huang YH, Su CW, Lee RC, Tsai PH, Hou MC, Huo TI. Tumor burden score as a new prognostic marker for patients with hepatocellular carcinoma undergoing transarterial chemoembolization. J Gastroenterol Hepatol. 2021;36(11):3196–203.CrossRefPubMed Ho SY, Liu PH, Hsu CY, Ko CC, Huang YH, Su CW, Lee RC, Tsai PH, Hou MC, Huo TI. Tumor burden score as a new prognostic marker for patients with hepatocellular carcinoma undergoing transarterial chemoembolization. J Gastroenterol Hepatol. 2021;36(11):3196–203.CrossRefPubMed
22.
go back to reference Tsilimigras DI, Moris D, Hyer JM, Bagante F, Sahara K, Moro A, Paredes AZ, Mehta R, Ratti F, Marques HP, et al. Hepatocellular carcinoma tumour burden score to stratify prognosis after resection. Br J Surg. 2020;107(7):854–64.CrossRefPubMed Tsilimigras DI, Moris D, Hyer JM, Bagante F, Sahara K, Moro A, Paredes AZ, Mehta R, Ratti F, Marques HP, et al. Hepatocellular carcinoma tumour burden score to stratify prognosis after resection. Br J Surg. 2020;107(7):854–64.CrossRefPubMed
23.
go back to reference Moris D, Shaw BI, McElroy L, Barbas AS. Using Hepatocellular Carcinoma Tumor Burden score to Stratify Prognosis after Liver Transplantation. Cancers 2020, 12(11). Moris D, Shaw BI, McElroy L, Barbas AS. Using Hepatocellular Carcinoma Tumor Burden score to Stratify Prognosis after Liver Transplantation. Cancers 2020, 12(11).
24.
go back to reference Camp RL, Dolled-Filhart M, Rimm DL. X-tile: a new bio-informatics tool for biomarker assessment and outcome-based cut-point optimization. Clin cancer Research: Official J Am Association Cancer Res. 2004;10(21):7252–9.CrossRef Camp RL, Dolled-Filhart M, Rimm DL. X-tile: a new bio-informatics tool for biomarker assessment and outcome-based cut-point optimization. Clin cancer Research: Official J Am Association Cancer Res. 2004;10(21):7252–9.CrossRef
25.
go back to reference Harrell FE Jr., Lee KL, Mark DB. Multivariable prognostic models: issues in developing models, evaluating assumptions and adequacy, and measuring and reducing errors. Stat Med. 1996;15(4):361–87.CrossRefPubMed Harrell FE Jr., Lee KL, Mark DB. Multivariable prognostic models: issues in developing models, evaluating assumptions and adequacy, and measuring and reducing errors. Stat Med. 1996;15(4):361–87.CrossRefPubMed
26.
go back to reference Walker SP. The ROC curve redefined - optimizing sensitivity (and specificity) to the lived reality of Cancer. N Engl J Med. 2019;380(17):1594–5.CrossRefPubMed Walker SP. The ROC curve redefined - optimizing sensitivity (and specificity) to the lived reality of Cancer. N Engl J Med. 2019;380(17):1594–5.CrossRefPubMed
27.
go back to reference Sun Y, Li Z, Liu X, Cao S, Liu X, Hu C, Tian Y, Xu J, Wang D, Zhou X, et al. A Nomogram for Prediction of Survival in patients after Gastrectomy within enhanced recovery after surgery (ERAS): a single-Center Retrospective Study. Med Sci Monitor: Int Med J Experimental Clin Res. 2020;26:e926347.CrossRef Sun Y, Li Z, Liu X, Cao S, Liu X, Hu C, Tian Y, Xu J, Wang D, Zhou X, et al. A Nomogram for Prediction of Survival in patients after Gastrectomy within enhanced recovery after surgery (ERAS): a single-Center Retrospective Study. Med Sci Monitor: Int Med J Experimental Clin Res. 2020;26:e926347.CrossRef
28.
go back to reference Van Calster B, Wynants L, Verbeek JFM, Verbakel JY, Christodoulou E, Vickers AJ, Roobol MJ, Steyerberg EW. Reporting and interpreting decision curve analysis: a guide for investigators. Eur Urol. 2018;74(6):796–804.CrossRefPubMedPubMedCentral Van Calster B, Wynants L, Verbeek JFM, Verbakel JY, Christodoulou E, Vickers AJ, Roobol MJ, Steyerberg EW. Reporting and interpreting decision curve analysis: a guide for investigators. Eur Urol. 2018;74(6):796–804.CrossRefPubMedPubMedCentral
29.
go back to reference Duvoux C, Roudot-Thoraval F, Decaens T, Pessione F, Badran H, Piardi T, Francoz C, Compagnon P, Vanlemmens C, Dumortier J, et al. Liver transplantation for hepatocellular carcinoma: a model including α-fetoprotein improves the performance of Milan criteria. Gastroenterology. 2012;143(4):986–94. e983; quiz e914-985.CrossRefPubMed Duvoux C, Roudot-Thoraval F, Decaens T, Pessione F, Badran H, Piardi T, Francoz C, Compagnon P, Vanlemmens C, Dumortier J, et al. Liver transplantation for hepatocellular carcinoma: a model including α-fetoprotein improves the performance of Milan criteria. Gastroenterology. 2012;143(4):986–94. e983; quiz e914-985.CrossRefPubMed
30.
go back to reference Mazzotta AD, Pascale A, Cano L, Rosmorduc O, Allard MA, Sa Cunha A, Adam R, Cherqui D, Vibert E, Golse N. Number of hepatocellular carcinoma nodules in patients listed for liver transplantation within alpha-fetoprotein score: a new prognostic risk factor. Transpl International: Official J Eur Soc Organ Transplantation. 2021;34(5):954–63.CrossRef Mazzotta AD, Pascale A, Cano L, Rosmorduc O, Allard MA, Sa Cunha A, Adam R, Cherqui D, Vibert E, Golse N. Number of hepatocellular carcinoma nodules in patients listed for liver transplantation within alpha-fetoprotein score: a new prognostic risk factor. Transpl International: Official J Eur Soc Organ Transplantation. 2021;34(5):954–63.CrossRef
31.
go back to reference Lima HA, Moazzam Z, Endo Y, Alaimo L, Shaikh C, Munir MM, Resende V, Guglielmi A, Marques HP, Cauchy F, et al. TBS-Based preoperative score to predict non-transplantable recurrence and identify candidates for Upfront Resection Versus Transplantation for Hepatocellular Carcinoma. Ann Surg Oncol. 2023;30(6):3363–73.CrossRefPubMed Lima HA, Moazzam Z, Endo Y, Alaimo L, Shaikh C, Munir MM, Resende V, Guglielmi A, Marques HP, Cauchy F, et al. TBS-Based preoperative score to predict non-transplantable recurrence and identify candidates for Upfront Resection Versus Transplantation for Hepatocellular Carcinoma. Ann Surg Oncol. 2023;30(6):3363–73.CrossRefPubMed
33.
go back to reference Iasonos A, Schrag D, Raj GV, Panageas KS. How to build and interpret a nomogram for cancer prognosis. J Clin Oncology: Official J Am Soc Clin Oncol. 2008;26(8):1364–70.CrossRef Iasonos A, Schrag D, Raj GV, Panageas KS. How to build and interpret a nomogram for cancer prognosis. J Clin Oncology: Official J Am Soc Clin Oncol. 2008;26(8):1364–70.CrossRef
34.
go back to reference Llovet JM, Kelley RK, Villanueva A, Singal AG, Pikarsky E, Roayaie S, Lencioni R, Koike K, Zucman-Rossi J, Finn RS. Hepatocellular carcinoma. Nat Reviews Disease Primers. 2021;7(1):6.CrossRefPubMed Llovet JM, Kelley RK, Villanueva A, Singal AG, Pikarsky E, Roayaie S, Lencioni R, Koike K, Zucman-Rossi J, Finn RS. Hepatocellular carcinoma. Nat Reviews Disease Primers. 2021;7(1):6.CrossRefPubMed
35.
go back to reference Sangro B, Sarobe P, Hervás-Stubbs S, Melero I. Advances in immunotherapy for hepatocellular carcinoma. Nat Reviews Gastroenterol Hepatol. 2021;18(8):525–43.CrossRef Sangro B, Sarobe P, Hervás-Stubbs S, Melero I. Advances in immunotherapy for hepatocellular carcinoma. Nat Reviews Gastroenterol Hepatol. 2021;18(8):525–43.CrossRef
36.
go back to reference Li Z, Zhao M, Qi X, Tang Y, Cheng S. Mechanisms of portal vein tumour thrombus formation and development in patients with hepatocellular carcinoma. J Cell Mol Med. 2023;27(15):2103–11.CrossRefPubMedPubMedCentral Li Z, Zhao M, Qi X, Tang Y, Cheng S. Mechanisms of portal vein tumour thrombus formation and development in patients with hepatocellular carcinoma. J Cell Mol Med. 2023;27(15):2103–11.CrossRefPubMedPubMedCentral
37.
go back to reference Shi J, Lai EC, Li N, Guo WX, Xue J, Lau WY, Wu MC, Cheng SQ. Surgical treatment of hepatocellular carcinoma with portal vein tumor thrombus. Ann Surg Oncol. 2010;17(8):2073–80.CrossRefPubMed Shi J, Lai EC, Li N, Guo WX, Xue J, Lau WY, Wu MC, Cheng SQ. Surgical treatment of hepatocellular carcinoma with portal vein tumor thrombus. Ann Surg Oncol. 2010;17(8):2073–80.CrossRefPubMed
38.
go back to reference Shuqun C, Mengchao W, Han C, Feng S, Jiahe Y, Guanghui D, Wenming C, Peijun W, Yuxiang Z. Tumor thrombus types influence the prognosis of hepatocellular carcinoma with the tumor thrombi in the portal vein. Hepatogastroenterology. 2007;54(74):499–502.PubMed Shuqun C, Mengchao W, Han C, Feng S, Jiahe Y, Guanghui D, Wenming C, Peijun W, Yuxiang Z. Tumor thrombus types influence the prognosis of hepatocellular carcinoma with the tumor thrombi in the portal vein. Hepatogastroenterology. 2007;54(74):499–502.PubMed
39.
go back to reference Zhou XH, Li JR, Zheng TH, Chen H, Cai C, Ye SL, Gao B, Xue TC. Portal vein tumor thrombosis in hepatocellular carcinoma: molecular mechanism and therapy. Clin Exp Metastasis. 2023;40(1):5–32.CrossRefPubMed Zhou XH, Li JR, Zheng TH, Chen H, Cai C, Ye SL, Gao B, Xue TC. Portal vein tumor thrombosis in hepatocellular carcinoma: molecular mechanism and therapy. Clin Exp Metastasis. 2023;40(1):5–32.CrossRefPubMed
40.
go back to reference Bruix J, Sherman M. Management of hepatocellular carcinoma: an update. Hepatology (Baltimore MD). 2011;53(3):1020–2.CrossRefPubMed Bruix J, Sherman M. Management of hepatocellular carcinoma: an update. Hepatology (Baltimore MD). 2011;53(3):1020–2.CrossRefPubMed
41.
go back to reference Knavel Koepsel EM, Smolock AR, Pinchot JW, Kim CY, Ahmed O, Chamarthy MRK, Hecht EM, Hwang GL, Kaplan DE, Luh JY, et al. ACR appropriateness Criteria® Management of Liver Cancer: 2022 update. J Am Coll Radiology: JACR. 2022;19(11s):390–s408.CrossRef Knavel Koepsel EM, Smolock AR, Pinchot JW, Kim CY, Ahmed O, Chamarthy MRK, Hecht EM, Hwang GL, Kaplan DE, Luh JY, et al. ACR appropriateness Criteria® Management of Liver Cancer: 2022 update. J Am Coll Radiology: JACR. 2022;19(11s):390–s408.CrossRef
42.
43.
go back to reference Hanif H, Ali MJ, Susheela AT, Khan IW, Luna-Cuadros MA, Khan MM, Lau DT. Update on the applications and limitations of alpha-fetoprotein for hepatocellular carcinoma. World J Gastroenterol. 2022;28(2):216–29.CrossRefPubMedPubMedCentral Hanif H, Ali MJ, Susheela AT, Khan IW, Luna-Cuadros MA, Khan MM, Lau DT. Update on the applications and limitations of alpha-fetoprotein for hepatocellular carcinoma. World J Gastroenterol. 2022;28(2):216–29.CrossRefPubMedPubMedCentral
Metadata
Title
Construction of a prognostic model for hepatocellular carcinoma patients receiving transarterial chemoembolization treatment based on the Tumor Burden Score
Authors
Jiawei Lin
Jie Li
Yifan Kong
Junhui Yang
Yunjie Zhang
Guoqing Zhu
Zhijie Yu
Jinglin Xia
Publication date
01-12-2024
Publisher
BioMed Central
Published in
BMC Cancer / Issue 1/2024
Electronic ISSN: 1471-2407
DOI
https://doi.org/10.1186/s12885-024-12049-4

Other articles of this Issue 1/2024

BMC Cancer 1/2024 Go to the issue
Webinar | 19-02-2024 | 17:30 (CET)

Keynote webinar | Spotlight on antibody–drug conjugates in cancer

Antibody–drug conjugates (ADCs) are novel agents that have shown promise across multiple tumor types. Explore the current landscape of ADCs in breast and lung cancer with our experts, and gain insights into the mechanism of action, key clinical trials data, existing challenges, and future directions.

Dr. Véronique Diéras
Prof. Fabrice Barlesi
Developed by: Springer Medicine